2.5

Adjusted Signal

2.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

53.1K

Stars

TypeScript

Language

1.9M

Lines of Code

10.0K

Files

3.0K

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 7.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2453 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

Are imports declared and package/API names verified? 97 finding(s).

Agent Over-Engineering Ratio 9.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2642 finding(s).

PR Review Velocity Impact 11.3/100 · LOW

Which changes need focused human review? 3030 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 42HIGH 17MEDIUM 486LOW 2485

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 3030 distinct pattern matches across 18 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers2162 hits · 2255 pts

Severity	File	Line	Snippet	Context
LOW	electron.vite.config.ts	63	export function resolveSentryBuildSettings(env: NodeJS.ProcessEnv) {	CODE
LOW	…sources/skills/office-transform/scripts/office/docx.py	242	def reject_unrepresentable_content(paragraph, index: int) -> None:	CODE
LOW	tests/__mocks__/renderer/useDataApi.ts	287	function notifyMockInfiniteQuerySubscribers(key: string) {	CODE
LOW	tests/__mocks__/renderer/useDataApi.ts	297	async function applyMockInfiniteQueryMutation(key: string, value: unknown) {	CODE
LOW	tests/e2e/regression/agents.ts	15	export async function startBuiltinAssistantTask(page: Page): Promise<void> {	CODE
LOW	tests/e2e/regression/models.ts	42	export async function skipNewProviderModelSetup(page: Page): Promise<void> {	CODE
LOW	docs/references/ai/remote-agent-implementation.md	138	function encodeAgentCheckpointPage(page: AgentCheckpointPage): Uint8Array	CODE
LOW	scripts/skills-common.ts	53	export function buildAgentsSkillsGitignore(skillNames: string[]): string {	CODE
LOW	scripts/skills-common.ts	71	export function buildClaudeSkillsGitignore(skillNames: string[]): string {	CODE
LOW	scripts/skills-check.ts	65	function checkTrackedFilesAgainstWhitelist(skillNames: string[], errors: string[]) {	CODE
LOW	scripts/generate-system-provider-ids.ts	56	export function renderSystemProviderIdsFile(ids: string[]): string {	CODE
LOW	scripts/download-binaries.js	144	function sweepUnreferencedVersions(cacheRoot, maxAgeMs) {	CODE
LOW	scripts/publishRegistryCatalog.js	69	function readPublishedMinAppVersion(manifestPath) {	CODE
LOW	scripts/invalidate-electron-rebuild-metadata.js	4	function invalidateElectronRebuildMetadata(moduleDirectory) {	CODE
LOW	scripts/i18n-main-keys.ts	4	export function collectMainTranslationKeys(content: string, filename: string): { keys: string[]; dynamic: string[] } {	CODE
LOW	scripts/fix-tailwind-canonical-classes.ts	97	function canonicalizeCssVariableToken(originalToken: string, canonicalToken: string): string {	CODE
LOW	scripts/fix-tailwind-canonical-classes.ts	122	function collectCanonicalClassFindings(	CODE
LOW	scripts/fix-tailwind-canonical-classes.ts	196	export function findTailwindCanonicalClassFindingsInContent(	CODE
LOW	scripts/update-languages.ts	50	function generateLanguagesFileContent(languages: Record<string, LanguageData>): string {	CODE
LOW	scripts/i18n-check-unused.ts	126	function getJsxAttributeStringValue(node: Node): string \| null {	CODE
LOW	scripts/i18n-check-unused.ts	172	function collectTemplateExpressionMatches(	CODE
LOW	scripts/i18n-check-unused.ts	215	function collectExactSourceTextReferences(	CODE
LOW	scripts/i18n-check-unused.ts	229	function collectShortcutReferences(localeKeys: Set<string>, usedKeys: Set<string>): void {	CODE
LOW	scripts/packaging/artifact-build-completed.js	20	function normalizeArtifactFilePath(file, productName, version, platform, releaseProductName = productName) {	CODE
LOW	scripts/packaging/after-pack.js	8	function installComputerUseRuntime(context) {	CODE
LOW	scripts/packaging/before-pack.js	101	async function prepareNativeModulesForElectron(	CODE
LOW	scripts/packaging/before-pack.js	173	function prepareSystemSpeechHelper(	CODE
LOW	scripts/release/validate-release-state.js	3	function validateReleaseBranchHead({ branchSha, workflowSha }) {	CODE
LOW	scripts/release/hotfix-release-notes.js	87	function updateHotfixReleaseMetadata({ builderPath, historyPath, prBody, version }) {	CODE
LOW	scripts/release/edition.js	64	function getExpectedReleaseArtifacts({ edition, platform, productName, version }) {	CODE
LOW	scripts/uiContract/__tests__/maintainedAnchors.test.ts	16	async function documentedMaintainedTokens(): Promise<string[]> {	CODE
LOW	scripts/__tests__/release-workflow.test.ts	453	function createPreparedReleaseFixture(targetVersion = '1.1.0', baseVersion = '1.0.0'): GitFixture {	CODE
LOW	scripts/voice-runtime-smoke/rendererExpression.ts	5	export function createVoiceRuntimeSmokeExpression(	CODE
LOW	scripts/e2e/ondemand/profile.ts	36	export async function prepareAuthenticatedProfile(page: Page, config: ProfileConfig): Promise<void> {	CODE
LOW	scripts/e2e/regression/process.ts	44	export function windowsProcessExecutablePath(pid: number): string {	CODE
LOW	scripts/e2e/regression/process.ts	79	export function terminateOwnedMacProcessGroup(record: ProcessOwner, signal: 'SIGTERM' \| 'SIGKILL' = 'SIGTERM'): void {	CODE
LOW	scripts/e2e/regression/process.ts	103	export async function waitForMacProcessGroupExit(groupId: number, timeoutMs = 8_000): Promise<boolean> {	CODE
LOW	scripts/e2e/regression/builtinAgents.ts	9	export function resolveBuiltinAssistantAgent(	CODE
LOW	scripts/e2e/regression/cherryInOauth.ts	129	async function resolveAuthorizationDestination(	CODE
LOW	scripts/e2e/regression/debugBridge.ts	37	export async function inspectOwnedAppEnvironment(record: AppRecord): Promise<{	CODE
LOW	scripts/e2e/regression/debugBridge.ts	52	export async function prepareWindowsCdpConnection(record: AppRecord): Promise<void> {	CODE
LOW	scripts/e2e/regression/debugBridge.ts	96	export async function captureCherryInAuthorizationUrl(	CODE
LOW	scripts/e2e/regression/debugBridge.ts	146	export async function sendCherryInCallbackToOwnedApp(record: AppRecord, callback: string): Promise<void> {	CODE
LOW	scripts/linux-native/download.js	73	function ensureLinuxNativeArtifact({	CODE
LOW	scripts/linux-native/compat.js	65	function assertVersionRequirements(requirements) {	CODE
LOW	scripts/linux-native/compat.js	176	function readInstalledPackageVersion(projectRoot, packageName) {	CODE
LOW	packages/extension-table-plus/src/cell/table-cell.ts	30	function createCellSelectionDecorationSet(doc: ProseMirrorNode, selection: Selection): DecorationSet {	CODE
LOW	…ries/components/composites/composite-input.stories.tsx	433	render: function SelectVariantInteractiveExample() {	CODE
LOW	…ries/components/composites/composite-input.stories.tsx	778	render: function EmailVariantInteractiveExample() {	CODE
LOW	…ries/components/composites/composite-input.stories.tsx	978	render: function SubscribeNewsletterExample() {	CODE
LOW	…ui/stories/components/composites/menu-list.stories.tsx	210	function SmallMenuWithGroupsExample() {	CODE
LOW	…ui/stories/components/composites/menu-list.stories.tsx	270	function SettingsSubmenuActiveBoldExample() {	CODE
LOW	…ges/ui/stories/components/primitives/input.stories.tsx	317	render: function RealTimeValidationExample() {	CODE
LOW	…es/ui/stories/components/primitives/switch.stories.tsx	521	render: function InteractiveLoadingExample() {	CODE
LOW	…/ui/stories/components/primitives/textarea.stories.tsx	98	render: function WithCharacterCountExample() {	CODE
LOW	…/ui/stories/components/primitives/combobox.stories.tsx	498	render: function TriggerSearchFontListExample() {	CODE
LOW	…/ui/stories/components/primitives/combobox.stories.tsx	536	render: function CustomFilterOptionExample() {	CODE
LOW	…s/components/primitives/description-switch.stories.tsx	272	render: function NotificationSettingsExample() {	CODE
LOW	…s/components/primitives/description-switch.stories.tsx	385	render: function ApplicationSettingsExample() {	CODE
LOW	…s/components/primitives/description-switch.stories.tsx	558	render: function ComplexSettingsPanelExample() {	CODE
2102 more matches not shown…

Decorative Section Separators462 hits · 1420 pts

Severity	File	Line	Snippet	Context
MEDIUM	…sources/skills/office-transform/scripts/office/docx.py	35	# ── read: extract ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…sources/skills/office-transform/scripts/office/docx.py	88	# ── write: patch-copy ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…sources/skills/office-transform/scripts/office/xlsx.py	57	# ── A1 primitives (both paths) ───────────────────────────────────────────────	COMMENT
MEDIUM	…sources/skills/office-transform/scripts/office/xlsx.py	103	# ── read: extract ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…sources/skills/office-transform/scripts/office/xlsx.py	253	# ── write: patch-copy ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ources/skills/office-transform/scripts/office/ooxml.py	91	# ── minidom helpers ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…es/skills/skill-creator/eval-viewer/generate_review.py	284	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…es/skills/skill-creator/eval-viewer/generate_review.py	286	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docs/references/ai/stream-manager.md	472	// ── Single dispatch entry ─────────────────────────────────────────	COMMENT
MEDIUM	docs/references/ai/stream-manager.md	493	// ── Subscription management ───────────────────────────────────────	COMMENT
MEDIUM	docs/references/ai/stream-manager.md	499	// ── Control ───────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/references/ai/stream-manager.md	514	// ── Inspection (read-only snapshot) ───────────────────────────────	COMMENT
MEDIUM	…s/data/best-practice-default-values-and-nullability.md	189	// ─── DB schema ────────────────────────────────────────────────	COMMENT
MEDIUM	…s/data/best-practice-default-values-and-nullability.md	207	// ─── Zod schema ───────────────────────────────────────────────	COMMENT
MEDIUM	…s/data/best-practice-default-values-and-nullability.md	239	// ─── Service ──────────────────────────────────────────────────	COMMENT
MEDIUM	…s/data/best-practice-default-values-and-nullability.md	260	// ─── Row → Entity ─────────────────────────────────────────────	COMMENT
MEDIUM	scripts/download-binaries.js	205	// ── Tool definitions ─────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/download-binaries.js	458	// ── Core logic ───────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/download-binaries.js	666	// ── Main ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/scripts/icons-generate-avatars.ts	306	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/scripts/icons-generate-avatars.ts	308	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ages/ui/scripts/__tests__/svgo-convert-to-mono.test.ts	19	// ─── Helpers ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ages/ui/scripts/__tests__/svgo-convert-to-mono.test.ts	46	// ─── Single-color fill conversion ────────────────────────────────────	COMMENT
MEDIUM	…ages/ui/scripts/__tests__/svgo-convert-to-mono.test.ts	82	// ─── Multi-color opacity mapping ─────────────────────────────────────	COMMENT
MEDIUM	…ages/ui/scripts/__tests__/svgo-convert-to-mono.test.ts	103	// ─── Narrow luminance range opacity spread ────────────────────────────	COMMENT
MEDIUM	…ages/ui/scripts/__tests__/svgo-convert-to-mono.test.ts	136	// ─── White fill handling: backgroundWasDark ──────────────────────────	COMMENT
MEDIUM	…ages/ui/scripts/__tests__/svgo-convert-to-mono.test.ts	189	// ─── url(#gradient) fills ────────────────────────────────────────────	COMMENT
MEDIUM	…ages/ui/scripts/__tests__/svgo-convert-to-mono.test.ts	189	// ─── url(#gradient) fills ────────────────────────────────────────────	COMMENT
MEDIUM	…ages/ui/scripts/__tests__/svgo-convert-to-mono.test.ts	203	// ─── Removal of defs/clipPath/attributes ─────────────────────────────	COMMENT
MEDIUM	…ages/ui/scripts/__tests__/svgo-convert-to-mono.test.ts	264	// ─── Phase 0: Mask-based shape extraction ────────────────────────────	COMMENT
MEDIUM	…ages/ui/scripts/__tests__/svgo-convert-to-mono.test.ts	347	// ─── Integration: backgroundWasDark threshold ────────────────────────	COMMENT
MEDIUM	…ages/ui/scripts/__tests__/svgo-convert-to-mono.test.ts	387	// ─── Cutout / luminance mask preservation ─────────────────────────────	COMMENT
MEDIUM	packages/ui/scripts/__tests__/svg-utils.test.ts	22	// ─── colorToLuminance ───────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/scripts/__tests__/svg-utils.test.ts	73	// ─── isWhiteFill ────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/scripts/__tests__/svg-utils.test.ts	105	// ─── parseSvgPathBounds ─────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/scripts/__tests__/svg-utils.test.ts	162	// ─── parseViewBox ───────────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/scripts/__tests__/svg-utils.test.ts	186	// ─── isLargeShape ───────────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/scripts/__tests__/svg-utils.test.ts	204	// ─── normalizeColor ─────────────────────────────────────────────────	COMMENT
MEDIUM	packages/ui/scripts/__tests__/svg-utils.test.ts	222	// ─── isMonochromeSvg ───────────────────────────────────────────────	COMMENT
MEDIUM	…es/ui/scripts/__tests__/svgo-remove-background.test.ts	18	// ─── Helpers ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…es/ui/scripts/__tests__/svgo-remove-background.test.ts	35	// ─── Rule 1: <rect> background ──────────────────────────────────────	COMMENT
MEDIUM	…es/ui/scripts/__tests__/svgo-remove-background.test.ts	106	// ─── Rule 2: Rounded-rect path background ───────────────────────────	COMMENT
MEDIUM	…es/ui/scripts/__tests__/svgo-remove-background.test.ts	177	// ─── Rule 3: Large dark traced background ────────────────────────────	COMMENT
MEDIUM	…es/ui/scripts/__tests__/svgo-remove-background.test.ts	285	// ─── Rule 4: Large white background path ─────────────────────────────	COMMENT
MEDIUM	…es/ui/scripts/__tests__/svgo-remove-background.test.ts	301	// ─── detectOnly mode ─────────────────────────────────────────────────	COMMENT
MEDIUM	…es/ui/scripts/__tests__/svgo-remove-background.test.ts	341	// ─── Element collection: skip mask/clipPath/defs ─────────────────────	COMMENT
MEDIUM	…es/ui/scripts/__tests__/svgo-remove-background.test.ts	374	// ─── Preserves non-background elements ───────────────────────────────	COMMENT
MEDIUM	…ponents/composites/entity-selector/entity-selector.tsx	98	// ── Keyboard navigation ────────────────────────────────────────────────	COMMENT
MEDIUM	packages/provider-registry/scripts/upstream.ts	59	// ── models.dev ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/provider-registry/scripts/upstream.ts	157	// ── OpenRouter ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/provider-registry/scripts/upstream.ts	340	// ── merge across sources (the fix for the minimax-m3 video gap) ───────────────	COMMENT
MEDIUM	packages/provider-registry/scripts/upstream.ts	399	// ── raw upstream API shapes ───────────────────────────────────────────────────	COMMENT
MEDIUM	packages/provider-registry/src/utils/normalize.ts	9	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/provider-registry/src/utils/normalize.ts	11	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/provider-registry/src/utils/normalize.ts	141	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/provider-registry/src/utils/normalize.ts	143	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ges/provider-registry/src/schemas/imageParamCatalog.ts	33	// ── Value-type helpers ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…kages/provider-registry/src/schemas/provider-models.ts	51	// ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…kages/provider-registry/src/schemas/provider-models.ts	53	// ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	packages/provider-registry/src/schemas/provider.ts	20	// ═══════════════════════════════════════════════════════════════════════════════	COMMENT
402 more matches not shown…

Hallucination Indicators42 hits · 425 pts

Severity	File	Line	Snippet	Context
CRITICAL	…erer/services/voice/__tests__/DictationService.test.ts	343	expect(harness.voice.discardSession.mock.calls.filter(([sessionId]) => sessionId === 'session-4')).toHaveLength(0)	CODE
CRITICAL	…erer/services/voice/__tests__/DictationService.test.ts	708	expect(harness.voice.discardSession.mock.calls.at(-1)?.[0]).toBe('session-2')	CODE
CRITICAL⚡	src/main/core/window/__tests__/WindowManager.test.ts	508	const call = win.webContents.on.mock.calls.find(([event]) => event === 'will-frame-navigate')	CODE
CRITICAL	src/main/core/window/__tests__/WindowManager.test.ts	451	const call = win.webContents.on.mock.calls.find(([event]) => event === 'will-navigate')	CODE
CRITICAL	…c/main/features/browser/__tests__/GuestSession.test.ts	214	expect(mock.debugger.sendCommand.mock.calls.filter(([method]) => method === 'Page.enable')).toHaveLength(1)	CODE
CRITICAL	…c/main/features/browser/__tests__/GuestSession.test.ts	239	expect(mock.debugger.sendCommand.mock.calls.filter(([method]) => method === 'Runtime.evaluate')).toHaveLength(1)	CODE
CRITICAL	…c/main/features/browser/__tests__/GuestSession.test.ts	252	expect(mock.debugger.sendCommand.mock.calls.some(([method]) => method === 'DOM.describeNode')).toBe(false)	CODE
CRITICAL	…c/main/features/browser/__tests__/GuestSession.test.ts	282	expect(mock.debugger.sendCommand.mock.calls.map(([method]) => method)).toEqual(['Page.enable'])	CODE
CRITICAL	…c/main/features/browser/__tests__/GuestSession.test.ts	470	mock.debugger.sendCommand.mock.calls.filter(([method]) => method === 'Page.createIsolatedWorld')	CODE
CRITICAL	…ledge/tasks/__tests__/indexDocumentsJobHandler.test.ts	293	MockMainCacheServiceExport.cacheService.setShared.mock.calls.filter(	CODE
CRITICAL	…ledge/tasks/__tests__/indexDocumentsJobHandler.test.ts	325	MockMainCacheServiceExport.cacheService.setShared.mock.calls.filter(	CODE
CRITICAL	…/screenshot/__tests__/ScreenshotOverlayService.test.ts	412	const delivery = container.ipcApiService.send.mock.calls.find(	CODE
CRITICAL	…/screenshot/__tests__/ScreenshotOverlayService.test.ts	440	const focusListener = electron.app.on.mock.calls.find(([event]) => event === 'browser-window-focus')![1]	CODE
CRITICAL	…/screenshot/__tests__/ScreenshotOverlayService.test.ts	445	const delivery = container.ipcApiService.send.mock.calls.find((call) => call[1] === 'chat.screenshot.attachment')!	CODE
CRITICAL	…/screenshot/__tests__/ScreenshotOverlayService.test.ts	462	const delivery = container.ipcApiService.send.mock.calls.find((call) => call[1] === 'chat.screenshot.attachment')!	CODE
CRITICAL	…/screenshot/__tests__/ScreenshotOverlayService.test.ts	526	const payload = container.ipcApiService.send.mock.calls.findLast(	CODE
CRITICAL	…/screenshot/__tests__/ScreenshotOverlayService.test.ts	534	const retried = container.ipcApiService.send.mock.calls.findLast(	CODE
CRITICAL	…/screenshot/__tests__/ScreenshotOverlayService.test.ts	551	const payload = container.ipcApiService.send.mock.calls.findLast(	CODE
CRITICAL	…/screenshot/__tests__/ScreenshotOverlayService.test.ts	559	const retried = container.ipcApiService.send.mock.calls.findLast(	CODE
CRITICAL	…/screenshot/__tests__/ScreenshotOverlayService.test.ts	585	const delivery = container.ipcApiService.send.mock.calls.find((call) => call[1] === 'chat.screenshot.attachment')	CODE
CRITICAL	…/screenshot/__tests__/ScreenshotOverlayService.test.ts	701	const storedIds = container.mediaProtocolService.store.mock.results.map((r) => r.value as string)	CODE
CRITICAL	…/screenshot/__tests__/ScreenshotOverlayService.test.ts	1751	const subscriber = container.preferenceService.subscribeChange.mock.calls.at(-1)?.[1]	CODE
CRITICAL	…/screenshot/__tests__/ScreenshotOverlayService.test.ts	1761	const subscriber = container.preferenceService.subscribeChange.mock.calls.at(-1)?.[1]	CODE
CRITICAL	…/screenshot/__tests__/ScreenshotOverlayService.test.ts	1773	const subscribeChange = () => container.preferenceService.subscribeChange.mock.calls.at(-1)?.[1]	CODE
CRITICAL	…main/services/webview/__tests__/WebviewService.test.ts	250	const handleRequest = siteSession.webRequest.onBeforeSendHeaders.mock.calls.at(-1)![0]	CODE
CRITICAL	…in/services/webview/__tests__/annotationExport.test.ts	190	const setupCommands = guest.debugger.sendCommand.mock.calls.filter(([method]) =>	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	292	const call = win.webContents.on.mock.calls.find(([event]) => event === 'render-process-gone')	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	520	const popup = win.webContents.setWindowOpenHandler.mock.calls.at(-1)![0]	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	535	const popup = win.webContents.setWindowOpenHandler.mock.calls.at(-1)![0]	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	552	const popup = win.webContents.setWindowOpenHandler.mock.calls.at(-1)![0]	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	553	const navigate = win.webContents.on.mock.calls.find(([event]) => event === 'will-navigate')![1]	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	574	const closedPopup = win.webContents.setWindowOpenHandler.mock.calls.at(-1)![0]	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	584	const popup = win.webContents.setWindowOpenHandler.mock.calls.at(-1)![0]	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	696	const listener = win.webContents.on.mock.calls.find(([event]) => event === 'will-attach-webview')?.[1]	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	729	const listener = win.webContents.on.mock.calls.find(([event]) => event === 'will-attach-webview')?.[1]	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	740	const listener = win.webContents.on.mock.calls.find(([event]) => event === 'will-attach-webview')?.[1]	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	753	const listener = win.webContents.on.mock.calls.find(([event]) => event === 'will-attach-webview')?.[1]	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	788	const listener = win.webContents.on.mock.calls.find(([event]) => event === 'will-attach-webview')?.[1]	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	816	const listener = win.webContents.on.mock.calls.find(([event]) => event === 'will-attach-webview')?.[1]	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	834	const listener = win.webContents.on.mock.calls.find(([event]) => event === 'did-attach-webview')?.[1]	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	1646	const listener = win.webContents.on.mock.calls.find(([event]) => event === 'will-attach-webview')?.[1]	CODE
CRITICAL	src/main/services/__tests__/MainWindowService.test.ts	1684	const call = win.webContents.on.mock.calls.find(([event]) => event === 'will-navigate')	CODE

Structural Annotation Overuse111 hits · 194 pts

Severity	File	Line	Snippet	Context
LOW⚡	resources/skills/find-skills/SKILL.md	38	### Step 1: Understand What They Need	COMMENT
LOW⚡	resources/skills/find-skills/SKILL.md	46	### Step 2: Check the Leaderboard First	COMMENT
LOW⚡	resources/skills/find-skills/SKILL.md	54	### Step 3: Search for Skills	COMMENT
LOW	resources/skills/find-skills/SKILL.md	66	### Step 4: Verify Quality Before Recommending	COMMENT
LOW	resources/skills/find-skills/SKILL.md	74	### Step 5: Present Options to the User	COMMENT
LOW	resources/skills/find-skills/SKILL.md	95	### Step 6: Install (Uses the Active Permission Mode)	COMMENT
LOW	resources/skills/skill-creator/SKILL.md	201	### Step 1: Spawn all runs (with-skill AND baseline) in the same turn	COMMENT
LOW	resources/skills/skill-creator/SKILL.md	231	### Step 2: While runs are in progress, draft assertions	COMMENT
LOW	resources/skills/skill-creator/SKILL.md	239	### Step 3: As runs complete, capture timing data	COMMENT
LOW	resources/skills/skill-creator/SKILL.md	253	### Step 4: Grade, aggregate, and launch the viewer	COMMENT
LOW	resources/skills/skill-creator/SKILL.md	299	### Step 5: Read the feedback	COMMENT
LOW	resources/skills/skill-creator/SKILL.md	369	### Step 1: Generate trigger eval queries	COMMENT
LOW	resources/skills/skill-creator/SKILL.md	392	### Step 2: Review with user	COMMENT
LOW	resources/skills/skill-creator/SKILL.md	407	### Step 3: Run the optimization loop	COMMENT
LOW	resources/skills/skill-creator/SKILL.md	434	### Step 4: Apply the result	COMMENT
LOW⚡	resources/skills/skill-creator/agents/grader.md	21	### Step 1: Read the Transcript	COMMENT
LOW⚡	resources/skills/skill-creator/agents/grader.md	27	### Step 2: Examine Output Files	COMMENT
LOW⚡	resources/skills/skill-creator/agents/grader.md	33	### Step 3: Evaluate Each Assertion	COMMENT
LOW⚡	resources/skills/skill-creator/agents/grader.md	43	### Step 4: Extract and Verify Claims	COMMENT
LOW	resources/skills/skill-creator/agents/grader.md	61	### Step 5: Read User Notes	COMMENT
LOW	resources/skills/skill-creator/agents/grader.md	68	### Step 6: Critique the Evals	COMMENT
LOW	resources/skills/skill-creator/agents/grader.md	81	### Step 7: Write Grading Results	COMMENT
LOW	resources/skills/skill-creator/agents/grader.md	101	### Step 8: Read Executor Metrics and Timing	COMMENT
LOW⚡	resources/skills/skill-creator/agents/comparator.md	22	### Step 1: Read Both Outputs	COMMENT
LOW⚡	resources/skills/skill-creator/agents/comparator.md	29	### Step 2: Understand the Task	COMMENT
LOW⚡	resources/skills/skill-creator/agents/comparator.md	37	### Step 3: Generate Evaluation Rubric	COMMENT
LOW⚡	resources/skills/skill-creator/agents/comparator.md	60	### Step 4: Evaluate Each Output Against the Rubric	COMMENT
LOW⚡	resources/skills/skill-creator/agents/comparator.md	68	### Step 5: Check Assertions (if provided)	COMMENT
LOW⚡	resources/skills/skill-creator/agents/comparator.md	77	### Step 6: Determine the Winner	COMMENT
LOW⚡	resources/skills/skill-creator/agents/comparator.md	87	### Step 7: Write Comparison Results	COMMENT
LOW⚡	resources/skills/skill-creator/agents/analyzer.md	23	### Step 1: Read Comparison Result	COMMENT
LOW⚡	resources/skills/skill-creator/agents/analyzer.md	29	### Step 2: Read Both Skills	COMMENT
LOW⚡	resources/skills/skill-creator/agents/analyzer.md	39	### Step 3: Read Both Transcripts	COMMENT
LOW⚡	resources/skills/skill-creator/agents/analyzer.md	49	### Step 4: Analyze Instruction Following	COMMENT
LOW⚡	resources/skills/skill-creator/agents/analyzer.md	59	### Step 5: Identify Winner Strengths	COMMENT
LOW⚡	resources/skills/skill-creator/agents/analyzer.md	69	### Step 6: Identify Loser Weaknesses	COMMENT
LOW⚡	resources/skills/skill-creator/agents/analyzer.md	77	### Step 7: Generate Improvement Suggestions	COMMENT
LOW⚡	resources/skills/skill-creator/agents/analyzer.md	87	### Step 8: Write Analysis Results	COMMENT
LOW⚡	resources/skills/skill-creator/agents/analyzer.md	205	### Step 1: Read Benchmark Data	COMMENT
LOW⚡	resources/skills/skill-creator/agents/analyzer.md	211	### Step 2: Analyze Per-Assertion Patterns	COMMENT
LOW⚡	resources/skills/skill-creator/agents/analyzer.md	220	### Step 3: Analyze Cross-Eval Patterns	COMMENT
LOW⚡	resources/skills/skill-creator/agents/analyzer.md	227	### Step 4: Analyze Metrics Patterns	COMMENT
LOW⚡	resources/skills/skill-creator/agents/analyzer.md	234	### Step 5: Generate Notes	COMMENT
LOW	resources/skills/skill-creator/agents/analyzer.md	249	### Step 6: Write Notes	COMMENT
LOW	.agents/skills/gh-create-issue/SKILL.md	12	### Step 1: Determine Template Type	COMMENT
LOW⚡	.agents/skills/gh-create-issue/SKILL.md	55	### Step 2: Read the Selected Template	COMMENT
LOW⚡	.agents/skills/gh-create-issue/SKILL.md	62	### Step 3: Collect Information	COMMENT
LOW⚡	.agents/skills/gh-create-issue/SKILL.md	66	### Step 4: Build and Preview Issue Content	COMMENT
LOW	.agents/skills/gh-create-issue/SKILL.md	79	### Step 5: Create Issue	COMMENT
LOW	.agents/skills/create-skill/SKILL.md	12	### Step 1: Gather Intent	COMMENT
LOW	.agents/skills/create-skill/SKILL.md	23	### Step 2: Read Guidelines	COMMENT
LOW	.agents/skills/create-skill/SKILL.md	27	### Step 3: Create Skill Structure	COMMENT
LOW	.agents/skills/create-skill/SKILL.md	53	### Step 4: Sync (if public)	COMMENT
LOW	.agents/skills/create-skill/SKILL.md	67	### Step 5: Validate	COMMENT
LOW	.agents/skills/create-skill/SKILL.md	77	### Step 6: Summary	COMMENT
LOW	.agents/skills/prepare-release/SKILL.md	23	### Step 1: Determine Version	COMMENT
LOW	.agents/skills/prepare-release/SKILL.md	46	### Step 2: Collect Commits	COMMENT
LOW	.agents/skills/prepare-release/SKILL.md	71	### Step 3: Generate Bilingual Release Notes	COMMENT
LOW	.agents/skills/prepare-release/SKILL.md	154	### Step 4: Update Files	COMMENT
LOW	.agents/skills/prepare-release/SKILL.md	162	### Step 5: Present for Review	COMMENT
51 more matches not shown…

Over-Commented Block124 hits · 123 pts

Severity	File	Line	Snippet	Context
LOW	dev-app-update.yml	1	# provider: generic	COMMENT
LOW	vitest.config.ts	41	// an N-API module). Vitest runs under system Node, so the module must be built for the	COMMENT
LOW	scripts/download-binaries.js	201	}	COMMENT
LOW	…kages/ui/stories/components/primitives/kbd.stories.tsx	221	// <div className="flex flex-wrap gap-4">	COMMENT
LOW	…kages/ui/stories/components/primitives/kbd.stories.tsx	241	// </TooltipTrigger>	COMMENT
LOW	packages/provider-registry/src/providers/tokenhub.ts	1	import { defineProvider } from './types'	COMMENT
LOW	packages/provider-registry/src/utils/normalize.ts	121	// `kimi-k2-250905`) denote the same model line. This is the SINGLE definition shared by the build	COMMENT
LOW	packages/provider-registry/src/creators/iflytek.ts	1	import { defineCreator } from './types'	COMMENT
LOW	packages/system-speech/windows/SystemSpeechHelper.cpp	1	#if !defined(_M_X64)	COMMENT
LOW	.github/workflows/sync-registry-data.yml	1	name: Sync provider-registry data	COMMENT
LOW	src/renderer/utils/style.ts	201	// @media (max-width: ${breakpoints[key]}px) {	COMMENT
LOW	…renderer/components/CodeBlockView/HtmlPreviewFrame.tsx	1	/* eslint-disable @eslint-react/dom/no-missing-iframe-sandbox -- sandbox is always supplied via the (defaulted) prop; th	COMMENT
LOW	…erer/components/chat/messages/markdown/CitationSup.tsx	41		COMMENT
LOW	…er/components/chat/messages/list/MessageAnchorLine.tsx	161	// • ticks overflow → the strip scrolls inside the fixed margins.	COMMENT
LOW	…er/components/chat/messages/list/MessageAnchorLine.tsx	321	fadeTop \|\| fadeBottom	COMMENT
LOW	…mponents/chat/messages/list/chatVirtualizerRuntime.tsx	161	// a gesture when its first scroll event arrives within this window. Once seeded,	COMMENT
LOW	src/renderer/components/layout/TabsProvider.tsx	101	}	COMMENT
LOW	src/renderer/hooks/translate/useTranslateHistories.ts	81	// already-loaded pages. Resetting (issue #19687) shrinks an infinite	COMMENT
LOW	src/renderer/data/hooks/useDataApi.ts	521	// Memoized so the returned `trigger` keeps a stable identity across renders	COMMENT
LOW	src/renderer/data/hooks/__tests__/useDataApi.test.ts	561	})	COMMENT
LOW	…derer/pages/settings/McpSettings/AddMcpServerModal.tsx	61	// "stdio-server-example": {	COMMENT
LOW	…pages/miniApps/MiniAppSettings/useMiniAppVisibility.ts	61	// status, and the local row's stale `status` then misclassifies the row in	COMMENT
LOW	src/renderer/pages/agents/components/SessionItem.tsx	121	)}	COMMENT
LOW	…c/renderer/pages/knowledge/panels/dataSource/styles.ts	1	// The checkbox is an inline-level box, so by default it aligns to its text baseline.	COMMENT
LOW	src/shared/IpcChannel.ts	121		COMMENT
LOW	src/shared/types/file/ipc.ts	541	//	COMMENT
LOW	src/shared/utils/__tests__/redaction.test.ts	221	expect(redactUrlParams('not a url')).toBe('not a url')	COMMENT
LOW	src/shared/ai/builtinTools.ts	21		COMMENT
LOW	src/shared/ai/builtinTools.ts	41	// Nothing goes unvalidated: the AI SDK still checks every tool call against these schemas, and	COMMENT
LOW	src/shared/ai/builtinTools.ts	481	// 2. A refinement is invisible to `toJSONSchema` (it emits no `format` keyword), so the schema	COMMENT
LOW	src/shared/data/types/file.ts	181		COMMENT
LOW	src/shared/data/types/file.ts	201	// Discrimination on `origin` means an internal entry doesn't have an	COMMENT
LOW	src/shared/data/types/file.ts	381		COMMENT
LOW	src/shared/data/types/file.ts	521	}	COMMENT
LOW	src/shared/data/types/file.ts	561		COMMENT
LOW	src/shared/data/cache/cacheSchemas.ts	181	'translate.detecting': boolean	COMMENT
LOW	src/shared/data/cache/cacheSchemas.ts	341	// Job system: state snapshot + progress, broadcast main → all windows. TTL 60s	COMMENT
LOW	src/shared/data/cache/cacheSchemas.ts	361	// Nothing evicts an entry — that is the point, and it costs a handful of rows per	COMMENT
LOW	src/main/core/power/PowerService.ts	241	this.registerDisposable(() => powerMonitor.removeListener('shutdown', shutdownListener))	COMMENT
LOW	src/main/core/preboot/chromiumFlags.ts	61	app.commandLine.appendSwitch('password-store', 'gnome-libsecret')	COMMENT
LOW	src/main/core/paths/constants.ts	1	// EARLIEST path constants for the Electron main process.	COMMENT
LOW	src/main/core/paths/pathRegistry.ts	161	// BabelDOC runtime cache (layout model, fonts, CMap/tiktoken assets)	COMMENT
LOW	src/main/core/window/windowRegistry.ts	41	// Managed by MainWindowService: dynamic options (theme-driven backgroundColor /	COMMENT
LOW	src/main/core/window/windowRegistry.ts	241	}	COMMENT
LOW	src/main/core/window/windowRegistry.ts	321	alwaysOnTop: { level: 'floating' },	COMMENT
LOW	src/main/core/window/windowRegistry.ts	361	movable: true,	COMMENT
LOW	src/main/core/window/windowRegistry.ts	481	// IpcApi handler via wm.behavior.setAlwaysOnTop; passing no level lets	COMMENT
LOW	src/main/core/window/WindowManager.ts	1581	public peekWindowBounds(type: WindowType): WindowBoundsState \| undefined {	COMMENT
LOW	src/main/core/window/quirks.ts	41	// Why: On macOS, hiding/closing a floating panel-style window lets the	COMMENT
LOW	src/main/core/window/quirks.ts	81	// Why: [macOS] the level passed to setAlwaysOnTop() is not sticky across	COMMENT
LOW	…ain/core/window/__tests__/WindowManager.quirks.test.ts	761	const win = firstWindow()	COMMENT
LOW	src/main/core/job/JobManager.ts	1761	// Idempotency guard (invariant, defense-in-depth): never run a handler for a	COMMENT
LOW	…main/core/job/__tests__/JobManager.integration.test.ts	141	// for that type are treated as orphans and cancelled.	COMMENT
LOW	…core/application/__tests__/Application.getPath.test.ts	21	// We use `importActual + spread` to keep the real `shouldAutoEnsure`	COMMENT
LOW	…es/knowledge/pipeline/vectorstore/indexStore/schema.ts	161	// rejects any duplicate loudly (the assignment is race-free only because all writes to a base's	COMMENT
LOW	…pipeline/vectorstore/indexStore/KnowledgeIndexStore.ts	181	// failure modes:	COMMENT
LOW	src/main/features/miniApp/install/installFlow.ts	401	// HONESTY gate: the user's file changed since the card was shown — say so, plainly,	COMMENT
LOW	src/main/features/miniApp/capabilities/file.ts	301	// Lease taken BEFORE the queue, exactly as `save` does — and for a reason queueing	COMMENT
LOW	src/main/features/miniApp/runtime/webviewHost.ts	21		COMMENT
LOW	src/main/features/apiGateway/app.ts	101	set.status = 403	COMMENT
64 more matches not shown…

Fake / Example Data48 hits · 48 pts

Severity	File	Line	Snippet	Context
LOW	tests/e2e/smoke/crawl4aiProviderPreset.test.ts	88	await section.getByPlaceholder('API Key').fill('dummy-key-for-layout')	CODE
LOW	tests/e2e/smoke/queritFetchProbe.test.ts	137	await section.getByPlaceholder('API Key', { exact: true }).fill('querit-e2e-fake-key')	CODE
LOW	scripts/i18n-check-hardcoded-strings.ts	32	'placeholder',	CODE
LOW	scripts/i18n-check-hardcoded-strings.ts	48	const UI_PROPERTIES = ['message', 'text', 'title', 'label', 'placeholder', 'description', 'detail']	CODE
LOW	…ui/stories/components/composites/scrollbar.stories.tsx	24	Line {i + 1}: Lorem ipsum dolor sit amet, consectetur adipiscing elit.	CODE
LOW	…ui/stories/components/composites/scrollbar.stories.tsx	24	Line {i + 1}: Lorem ipsum dolor sit amet, consectetur adipiscing elit.	CODE
LOW	…ries/components/composites/composite-input.stories.tsx	1173	placeholder="John Doe"	CODE
LOW	…ges/ui/stories/components/primitives/input.stories.tsx	284	<Input type="email" placeholder="email@example.com" defaultValue="user@example.com" />	CODE
LOW	…ges/ui/stories/components/primitives/input.stories.tsx	574	<Input id="profile-name" placeholder="John Doe" />	CODE
LOW	…es/ui/stories/components/primitives/drawer.stories.tsx	155	defaultValue="John Doe"	CODE
LOW	…es/ui/stories/components/primitives/drawer.stories.tsx	196	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et	CODE
LOW	…es/ui/stories/components/primitives/drawer.stories.tsx	196	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et	CODE
LOW	…es/ui/stories/components/primitives/dialog.stories.tsx	197	defaultValue="John Doe"	CODE
LOW	…es/ui/stories/components/primitives/dialog.stories.tsx	265	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et	CODE
LOW	…es/ui/stories/components/primitives/dialog.stories.tsx	265	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et	CODE
LOW	…/stories/components/primitives/input-group.stories.tsx	517	<InputGroupInput type="email" placeholder="email@example.com" defaultValue="user@example.com" />	CODE
LOW	…/ui/stories/components/primitives/combobox.stories.tsx	66	label: 'John Doe',	CODE
LOW	…omposites/search-input/__tests__/search-input.test.tsx	17	expect(screen.getByRole('searchbox')).toHaveAttribute('placeholder', '搜索')	CODE
LOW	…/src/components/primitives/__tests__/combobox.test.tsx	76	expect(input).toHaveAttribute('placeholder', 'Beta')	CODE
LOW	…nderer/components/RichEditor/extensions/placeholder.ts	15	name: 'placeholder',	CODE
LOW	…nderer/components/RichEditor/extensions/placeholder.ts	29	key: new PluginKey('placeholder'),	CODE
LOW	…nderer/components/RichEditor/extensions/placeholder.ts	60	const classes = ['placeholder']	CODE
LOW	…/RichEditor/__tests__/markdownParsePerformance.test.ts	78	const sentence = 'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor. '	CODE
LOW	…/RichEditor/__tests__/markdownParsePerformance.test.ts	78	const sentence = 'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor. '	CODE
LOW	src/renderer/components/composer/composerPreset.ts	16	placeholder?: PlaceholderOptions['placeholder']	CODE
LOW	…r/components/composer/__tests__/composerPreset.test.ts	23	'placeholder',	CODE
LOW	src/renderer/components/popups/PromptPopup.tsx	11	'defaultValue' \| 'onValueChange' \| 'placeholder' \| 'ref' \| 'value'	CODE
LOW	…rceCatalog/dialogs/edit/__tests__/EditDialogs.test.tsx	1441	expect(instructionsInput).toHaveAttribute('placeholder', 'Tell this assistant how to respond')	CODE
LOW	…rceCatalog/dialogs/edit/__tests__/EditDialogs.test.tsx	1891	expect(input).toHaveAttribute('placeholder', 'Unlimited')	CODE
LOW	…dows/quickAssistant/home/__tests__/HomeWindow.test.tsx	347	expect(input).toHaveAttribute('placeholder', 'Ask Claude Sonnet')	CODE
LOW	…lSettings/__tests__/ContextManagementSettings.test.tsx	73	expect(input).toHaveAttribute('placeholder', 'settings.models.context_management.max_messages_unlimited')	CODE
LOW	…erer/pages/settings/__tests__/BrowserSettings.test.tsx	200	{ ...chrome, displayName: 'Work', account: 'user@example.com' },	CODE
LOW	…erer/pages/settings/__tests__/BrowserSettings.test.tsx	206	account: 'user@example.com'	CODE
LOW	…viderSettings/ModelList/__tests__/ModelDrawer.test.tsx	998	expect(screen.getByLabelText('Max output tokens')).toHaveAttribute('placeholder', 'e.g. 65536')	CODE
LOW	…/main/features/browser/__tests__/browserImport.test.ts	198	account: 'user@example.com'	CODE
LOW	src/main/features/browser/__tests__/actions.test.ts	226	expect((target as HTMLInputElement).value).toBe('user@example.com')	CODE
LOW	…/features/knowledge/__tests__/KnowledgeService.test.ts	2344	arrangeReadable('placeholder')	CODE
LOW	…s/apiGateway/tokens/__tests__/fallbackEstimate.test.ts	26	const prompt = 'lorem ipsum dolor sit amet '.repeat(5_000)	CODE
LOW	…s/apiGateway/tokens/__tests__/fallbackEstimate.test.ts	26	const prompt = 'lorem ipsum dolor sit amet '.repeat(5_000)	CODE
LOW	…/__tests__/messageRules.anthropicSerialization.test.ts	92	model: createAnthropic({ apiKey: 'dummy-key', baseURL })('claude-sonnet-4-5'),	CODE
LOW	src/main/ai/runtime/pi/piTransportStream.test.ts	11	apiKey: 'placeholder',	CODE
LOW	src/main/ai/runtime/pi/piTransportStream.test.ts	58	apiKey: 'placeholder',	CODE
LOW	src/main/ai/runtime/pi/PiRuntimeConnection.test.ts	428	providerConfig: { name: 'P', baseUrl: 'https://x', apiKey: 'placeholder', api: 'anthropic-messages', models: [] },	CODE
LOW	src/main/ai/runtime/pi/PiRuntimeConnection.test.ts	625	apiKey: 'placeholder',	CODE
LOW	src/main/ai/runtime/pi/PiRuntimeConnection.test.ts	685	apiKey: 'placeholder',	CODE
LOW	…main/ai/contextBuild/__tests__/toolOutputStore.test.ts	37	const BIG_TEXT = Array.from({ length: 200 }, (_, i) => `log line ${i + 1} — lorem ipsum dolor sit amet`).join('\n')	CODE
LOW	…main/ai/contextBuild/__tests__/toolOutputStore.test.ts	37	const BIG_TEXT = Array.from({ length: 200 }, (_, i) => `log line ${i + 1} — lorem ipsum dolor sit amet`).join('\n')	CODE
LOW	src/main/data/db/schemas/__tests__/file.test.ts	79	dbh.db.insert(fileEntryTable).values(baseExternal('placeholder', { externalPath: null }))	CODE

Empty Error Handlers9 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	…es/skills/skill-creator/eval-viewer/generate_review.py	304	except subprocess.TimeoutExpired:	CODE
HIGH	…es/skills/skill-creator/eval-viewer/generate_review.py	231	except (json.JSONDecodeError, OSError, KeyError):	CODE
HIGH	…es/skills/skill-creator/eval-viewer/generate_review.py	429	except (json.JSONDecodeError, OSError):	CODE
HIGH	…es/skills/skill-creator/eval-viewer/generate_review.py	97	except (json.JSONDecodeError, OSError):	CODE
HIGH	…es/skills/skill-creator/eval-viewer/generate_review.py	135	except (json.JSONDecodeError, OSError):	CODE
HIGH	…es/skills/skill-creator/eval-viewer/generate_review.py	111	except OSError:	CODE
HIGH	…es/skills/skill-creator/eval-viewer/generate_review.py	300	except (ProcessLookupError, ValueError):	CODE
HIGH	…es/skills/skill-creator/eval-viewer/generate_review.py	341	except (json.JSONDecodeError, OSError):	CODE
HIGH	…es/skills/skill-creator/scripts/aggregate_benchmark.py	146	except json.JSONDecodeError:	CODE

Verbosity Indicators18 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	…dialogs/create/__tests__/ResourceCreateWizard.test.tsx	264	// Step 1: Next is blocked until name + model are set.	COMMENT
LOW	src/main/core/preboot/v2MigrationGate.ts	132	// Step 0: Resolve all migration-critical paths, including v1 legacy	COMMENT
LOW⚡	…Sdk/params/features/__tests__/inLoopCompaction.test.ts	423	// Step 1: over budget → full fold.	COMMENT
LOW⚡	…Sdk/params/features/__tests__/inLoopCompaction.test.ts	429	// Step 2: loop re-appends history + a huge new tool result → over budget again.	COMMENT
LOW⚡	…n/ai/channels/adapters/feishu/FeishuAppRegistration.ts	59	// Step 1: init — check supported auth methods	COMMENT
LOW⚡	…n/ai/channels/adapters/feishu/FeishuAppRegistration.ts	63	// Step 2: begin — start device flow	COMMENT
LOW	src/main/ai/channels/adapters/wechat/WeChatProtocol.ts	362	// Step 1: get upload URL	COMMENT
LOW	src/main/ai/channels/adapters/wechat/WeChatProtocol.ts	389	// Step 2: upload（官方优先直接 POST upload_full_url，否则回退用 upload_param 拼接）	COMMENT
LOW	src/main/data/migration/v2/migrators/ChatMigrator.ts	342	// Step 1: Verify export files exist	COMMENT
LOW	src/main/data/migration/v2/migrators/ChatMigrator.ts	358	// Step 2: Load assistant data for model lookup	COMMENT
LOW	src/main/data/migration/v2/migrators/ChatMigrator.ts	402	// Step 3: Count topics and estimate messages	COMMENT
LOW	src/main/data/migration/v2/migrators/ChatMigrator.ts	416	// Step 4: Validate sample data	COMMENT
LOW	…ain/data/migration/v2/migrators/PreferencesMigrator.ts	104	// Step 1: Detect conflicts between simple and complex mappings (strict mode)	COMMENT
LOW	…ain/data/migration/v2/migrators/PreferencesMigrator.ts	119	// Step 2: Process simple mappings	COMMENT
LOW	…ain/data/migration/v2/migrators/PreferencesMigrator.ts	160	// Step 3: Process complex mappings	COMMENT
LOW⚡	src/main/data/services/MessageService.ts	989	// Step 1: Verify topic exists and fetch its current state.	COMMENT
LOW⚡	src/main/data/services/MessageService.ts	993	// Step 2: Resolve parentId based on the three possible input states:	COMMENT
LOW	src/main/data/services/MessageService.ts	1019	// Step 3: Insert the message using the resolved parentId.	COMMENT

Modern AI Meta-Vocabulary11 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/__mocks__/renderer/CacheService.ts	386	// Test scaffold: seed a shared cache entry with an arbitrary string key,	COMMENT
MEDIUM	docs/references/mini-app/probes.md	25	## Shared scaffolding	COMMENT
MEDIUM	docs/references/knowledge/knowledge-service.md	228	(see [operation guards](./operation-guards.md#enableembeddingmodel)). Changing a base that already has an embedding mode	CODE
MEDIUM⚡	packages/provider-registry/src/schemas/enums.ts	65	// agentic tools (e.g. external web search via Tavily/Exa).	COMMENT
MEDIUM	packages/provider-registry/src/creators/cohere.ts	211	// ── North (agentic code) ──	COMMENT
MEDIUM	packages/ai-sdk-provider/CHANGELOG.md	19	- [#14988](https://github.com/CherryHQ/cherry-studio/pull/14988) [`11604e0`](https://github.com/CherryHQ/cherry-studio/c	CODE
MEDIUM	packages/aiCore/CHANGELOG.md	61	- [#14988](https://github.com/CherryHQ/cherry-studio/pull/14988) [`11604e0`](https://github.com/CherryHQ/cherry-studio/c	CODE
MEDIUM	packages/aiCore/src/core/context/janitor.ts	249	// the bulk of an agentic history, and their full text is the least useful	COMMENT
MEDIUM	packages/web-search/CHANGELOG.md	41	- [#21807](https://github.com/CherryHQ/cherry-studio/pull/21807) [`48d529d`](https://github.com/CherryHQ/cherry-studio/c	CODE
MEDIUM	src/renderer/utils/errorDiagnosis.ts	129	return `## Context\nThe prompt exceeds the model's context window. Suggest clearing chat history, removing large att	CODE
MEDIUM	…igEditPanel/__tests__/useConfigDraftController.test.ts	468	// Not the applied provider: clearing the model is only a scaffold to get a dirty draft, and the	COMMENT

Magic Placeholder Names5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	packages/aiCore/README.md	109	apiKey: 'your-api-key'	CODE
HIGH	packages/aiCore/README.md	130	apiKey: 'your-api-key'	CODE
HIGH	…ToolSettings/ApiGatewaySettings/ApiGatewaySettings.tsx	64	const authorizationHeader = `Authorization: Bearer ${apiKey \|\| 'your-api-key'}`	CODE
HIGH	…ToolSettings/ApiGatewaySettings/ApiGatewaySettings.tsx	273	value={`Authorization: Bearer ${apiKey ? (apiKeyVisible ? apiKey : '•'.repeat(Math.min(apiKey.length,	CODE
HIGH	src/shared/data/presets/mcpServers.ts	95	BRAVE_API_KEY: 'YOUR_API_KEY'	CODE

AI Slop Vocabulary8 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ents/CodeBlockView/__tests__/HtmlPreviewFrame.test.tsx	66	// reliable boundary — the only robust exfiltration guard is to run no scripts at all.	COMMENT
MEDIUM	…/components/chat/panes/__tests__/ArtifactPane.test.tsx	801	// re-bind via `mockImplementation` (more robust than `mockResolvedValue`	COMMENT
MEDIUM	…review/plugins/html/__tests__/HtmlFilePreview.test.tsx	135	// parent.api; the only robust guard is running no scripts at all, backed by a strict CSP.	COMMENT
MEDIUM	src/renderer/hooks/useSmoothStream.ts	137	// median (median over GAP_SAMPLES is already robust to the ~few-percent	COMMENT
MEDIUM	src/main/core/preboot/__tests__/chromiumFlags.test.ts	85	// each test is the robust pattern.	COMMENT
MEDIUM	src/main/core/preboot/__tests__/v2MigrationGate.test.ts	190	// is the robust pattern, no explicit doUnmock needed.	COMMENT
MEDIUM	…c/main/core/preboot/__tests__/userDataLocation.test.ts	165	// The robust pattern is: resetModules() in beforeEach + fresh	COMMENT
MEDIUM	…ain/ai/streamManager/__tests__/AiStreamManager.test.ts	3360	// transport-owned `exec.timings` — keeps manager robust to AI SDK	COMMENT

Synthetic Comment Markers2 hits · 19 pts

Severity	File	Line	Snippet	Context
HIGH	packages/ui/docs/variable-catalog.md	217	## 9. Rules for AI-generated code	COMMENT
HIGH⚡	src/main/services/TopicNamingService.ts	129	// title → one AI summary title. Once a real title exists (AI-generated or	COMMENT

Deep Nesting15 hits · 15 pts

Severity	File	Line	Context
LOW	…s/skills/office-transform/scripts/office_patch_copy.py	72	CODE
LOW	…sources/skills/office-transform/scripts/office/docx.py	125	CODE
LOW	…sources/skills/office-transform/scripts/office/docx.py	242	CODE
LOW	…sources/skills/office-transform/scripts/office/docx.py	144	CODE
LOW	…sources/skills/office-transform/scripts/office/xlsx.py	170	CODE
LOW	…sources/skills/office-transform/scripts/office/pptx.py	32	CODE
LOW	…es/skills/skill-creator/eval-viewer/generate_review.py	85	CODE
LOW	…es/skills/skill-creator/eval-viewer/generate_review.py	149	CODE
LOW	…es/skills/skill-creator/eval-viewer/generate_review.py	288	CODE
LOW	resources/skills/skill-creator/scripts/run_eval.py	36	CODE
LOW	resources/skills/skill-creator/scripts/package_skill.py	42	CODE
LOW	…es/skills/skill-creator/scripts/improve_description.py	51	CODE
LOW	…es/skills/skill-creator/scripts/aggregate_benchmark.py	67	CODE
LOW	…ources/skills/skill-creator/scripts/generate_report.py	16	CODE
LOW	resources/skills/skill-creator/scripts/utils.py	7	CODE

Excessive Try-Catch Wrapping7 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	…ources/skills/office-transform/scripts/office/ooxml.py	125	except Exception as error: # noqa: BLE001 - any parse failure means the part is unusable	CODE
MEDIUM	…es/skills/skill-creator/eval-viewer/generate_review.py	409	print(f"Error: {workspace} is not a directory", file=sys.stderr)	CODE
LOW	resources/skills/skill-creator/scripts/run_eval.py	225	except Exception as e:	CODE
MEDIUM	resources/skills/skill-creator/scripts/run_eval.py	278	print(f"Error: No SKILL.md found at {skill_path}", file=sys.stderr)	CODE
LOW	resources/skills/skill-creator/scripts/package_skill.py	106	except Exception as e:	CODE
MEDIUM	…es/skills/skill-creator/scripts/improve_description.py	206	print(f"Error: No SKILL.md found at {skill_path}", file=sys.stderr)	CODE
MEDIUM	resources/skills/skill-creator/scripts/run_loop.py	265	print(f"Error: No SKILL.md found at {skill_path}", file=sys.stderr)	CODE

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…ponents/CodeBlockView/__tests__/CodeBlockView.test.tsx	241	print(42)	CODE

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…nts/composites/horizontal-scroll-container.stories.tsx	127	<p className="text-sm text-gray-600">This is a sample card content for demonstration purposes.</p>	CODE
LOW	.github/ISSUE_TEMPLATE/2_question.yml	60	placeholder: "For example: use case, solutions you've tried, etc. Don't forget to include relevant screenshots/rec	CODE

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…sources/skills/office-transform/scripts/office/xlsx.py	449	def set_cell_value(doc: minidom.Document, cell, value) -> None:	CODE
LOW	…sources/skills/office-transform/scripts/office/xlsx.py	519	def update_dimension(worksheet, edited: list[tuple[int, int]]) -> None:	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…sources/skills/skill-creator/scripts/quick_validate.py	7		CODE

CherryHQ/cherry-studio

Open-Source Code Quality, Security and Technical Debt Review